Technologies / Artificial Intelligence

NLP: Natural Language Processing in R

The training introduces participants to advanced natural language processing techniques using the R environment, combining statistical approaches to text analysis with the latest advances in machine learning. The program is designed to enable participants to take advantage of the rich capabilities of the R ecosystem for analyzing text data and visualizing results. Classes are conducted in the form of interactive workshops, where theory is immediately translated into practical implementations using real text datasets. The course places particular emphasis on the use of statistical approaches to NLP and integration with other analytical tools.

Issues

Text processing in R
Text mining and corpus analysis
Thematic modeling
Sentiment analysis
Text visualization
Machine learning in NLP
Word embeddings
Validation of models
Reporting of results
Integration with deep learning
Document exploration
Recommendation systems

Benefits

Upon completion of the training, the participant will be able to independently perform advanced text analysis in the R environment
The ability to use statistical methods to extract information from text data
Will be able to create effective visualizations of text analysis results
Will learn to implement machine learning models for NLP tasks in R
Will master techniques for processing and analyzing large text sets
Will gain practical experience in creating reports and dashboards to present text analysis results

Who is this training for?

Data analysts working with R

Data scientists specializing in text mining

Researchers using text analysis

Statisticians working with text data

Computational linguistics specialists

Business analysts using NLP

Text mining researchers

Prerequisites

Familiarity with the R environment and tidyverse
Basic statistical knowledge
Experience in data analysis
Understanding the basics of machine learning

Training program

Text preprocessing and cleaning
Text corpora and their analysis
Advanced regular expressions
Statistical analysis of the text
Topic modeling (topic modeling)
Sentiment and emotion analysis

Visualization of text data
Machine learning in NLP
Text classification in R
Word embeddings and doc2vec
Integration with deep learning
Validation of language models

Social media analysis

Recommendation systems

Delivery Methods

Online

Convenience of participating from anywhere
Interactive live sessions with trainer
Materials available for 30 days
No travel costs

On-site

Direct contact with trainer and group
Intensive hands-on workshops
Networking with other participants
Full focus on learning

Frequently asked questions

Who is the NLP: Natural Language Processing in R training for?

The target audience includes data analysts working with R, data scientists specializing in text mining, and researchers using text analysis. Level: advanced.

How long is the NLP: Natural Language Processing in R training?

The training lasts 3 days. It is delivered online or on-site.

Will I receive a certificate?

Yes — every participant receives a completion certificate confirming acquired competencies. EITT is ISO 9001 certified.

Can this training be conducted for a closed group?

Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.